PART A¶

In [3]:
import numpy as np # linear algebra
import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)


import os
for dirname, _, filenames in os.walk('/kaggle/input'):
    for filename in filenames:
        print(os.path.join(dirname, filename))

/kaggle/input/plant-seedlings-classification/sample_submission.csv
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Import Library¶

In [4]:
import tensorflow as tf
import os
import pandas as pd
import numpy as np
from tqdm import tqdm
from sklearn.preprocessing import LabelEncoder
from keras.utils import np_utils
import cv2
import imageio
import random
from glob import glob
import matplotlib.pyplot as plt    
import seaborn as sns
%matplotlib inline

PART A¶

Data Loading and Visualizing¶

About Data

  • Images are about plant seedlings at various stages of grown.
  • Each image has a filename that is its unique id.
  • The dataset comprises 12 plant species.
  • The goal of the competition is to create a classifier capable of determining a plant's species from a photo. The list of species is as follows : Black-grass, Charlock, Cleavers, Common Chickweed, Common wheat, Fat Hen, Loose Silky-bent, Maize, Scentless Mayweed, Shepherds Purse, Small-flowered Cranesbill, Sugar beet

Train Data : 4750 files & Test Data : 794 files

Load Train Data

In [5]:
images_path = '/kaggle/input/plant-seedlings-classification/train/*/*.png'
images = glob(images_path)

img_size = 128
train_images = []
train_labels = []
for i in images:
    train_images.append(cv2.resize(cv2.imread(i), (img_size, img_size))) 
    train_labels.append(i.split('/')[-2])
train_X = np.asarray(train_images)
train_Y = pd.DataFrame(train_labels)

Show number of Train Data in each species

In [6]:
train_Y.rename(columns={0:'species'},inplace=True)
_, train_count = np.unique(train_Y,return_counts=True)
df = pd.DataFrame(data = train_count)
a = train_Y['species'].unique()
a = a.tolist()
a.sort()
df['Index'] = a
df.columns = ['Train','Name']
df
Out[6]:
Train Name
0 263 Black-grass
1 390 Charlock
2 287 Cleavers
3 611 Common Chickweed
4 221 Common wheat
5 475 Fat Hen
6 654 Loose Silky-bent
7 221 Maize
8 516 Scentless Mayweed
9 231 Shepherds Purse
10 496 Small-flowered Cranesbill
11 385 Sugar beet
In [7]:
plt.figure(figsize=(10,5))
chart = sns.countplot(
    data=train_Y,
    x='species'
)
chart.set_xticklabels(chart.get_xticklabels(), rotation=45)
Out[7]:
[Text(0, 0, 'Scentless Mayweed'),
 Text(1, 0, 'Common wheat'),
 Text(2, 0, 'Charlock'),
 Text(3, 0, 'Black-grass'),
 Text(4, 0, 'Sugar beet'),
 Text(5, 0, 'Loose Silky-bent'),
 Text(6, 0, 'Maize'),
 Text(7, 0, 'Cleavers'),
 Text(8, 0, 'Common Chickweed'),
 Text(9, 0, 'Fat Hen'),
 Text(10, 0, 'Small-flowered Cranesbill'),
 Text(11, 0, 'Shepherds Purse')]

Show random sample of Train Images

In [8]:
TRAIN_DIR = '../input/plant-seedlings-classification/train'
CLASSES = [folder[len(TRAIN_DIR) + 1:] for folder in glob(TRAIN_DIR + '/*')]
CLASSES.sort()

TARGET_SIZE = (64, 64)
TARGET_DIMS = (64, 64, 3) # add channel for RGB
N_CLASSES = 42
VALIDATION_SPLIT = 0.1
BATCH_SIZE = 64
In [9]:
def plot_one_sample_of_each(base_path):
    cols = 4
    rows = int(np.ceil(len(CLASSES) / 3))
    fig = plt.figure(figsize=(16, 20))
    
    for i in range(len(CLASSES)):
        cls = CLASSES[i]
        img_path = base_path + '/' + cls + '/**'
        path_contents = glob(img_path)
    
        imgs = random.sample(path_contents, 1)

        sp = plt.subplot(rows, cols, i + 1)
        plt.imshow(imageio.imread(imgs[0]))
        plt.title(cls)
        sp.axis('off')

    plt.show()
In [10]:
plot_one_sample_of_each(TRAIN_DIR)

/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:14: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning dissapear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.

Data Preprocessing¶

LabelEncoding

Encode labels to one hot vectors

In [11]:
from sklearn.preprocessing import LabelBinarizer
y = LabelBinarizer().fit_transform(train_Y.species)
train_label = np.array(y,dtype=np.float32)
train_label
Out[11]:
array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 1., 0., 0.],
       [0., 0., 0., ..., 1., 0., 0.],
       [0., 0., 0., ..., 1., 0., 0.]], dtype=float32)

Split Train Data & Validation Data

In [12]:
from sklearn.model_selection import train_test_split
X_train,X_test,y_train,y_test = train_test_split(train_X, train_label,test_size=0.3,random_state=7)

Image Normalization

Image normalization is a typical process in image processing that changes the range of pixel intensity values. Its normal purpose is to convert an input image into a range of pixel values that are more familiar or normal to the senses, hence the term normalization.

In [13]:
X_train = X_train.astype('float32') / 255
X_test = X_test.astype('float32') / 255

ImageDataGenerator

To expand dataset so that it will help to train our model better with a large dataset and reduce the problem of overfitting. So to increase the ability and performance of your model, or to generalize our model we need a proper dataset so that we can train our model

In [14]:
from keras.preprocessing.image import ImageDataGenerator
datagen = ImageDataGenerator(
        rotation_range=180,  
        zoom_range = 0.1,
        width_shift_range=0.1,  
        height_shift_range=0.1,  
        horizontal_flip=True,  
        vertical_flip=True  
    )  
datagen.fit(train_X)

Build CNN Model¶

In [15]:
from os import listdir
from os.path import isfile, join
import keras
from keras.models import Sequential
from keras.layers import Dense, Dropout, Activation, Flatten , Conv2D, MaxPool2D, BatchNormalization, MaxPooling2D
import matplotlib.pyplot as plt
In [16]:
model0 = Sequential ([
(Conv2D(32, kernel_size=(3, 3),
            activation = 'relu',
            kernel_initializer='he_normal',
            input_shape=(128,128,3))),
MaxPooling2D((2,2)),(Dropout(0.25)),
Conv2D(64,
        kernel_size=(3,3),
        activation='relu'),
MaxPooling2D(pool_size=(2,2)),
Dropout(0.3),
Conv2D(128, (3,3), activation='relu'),
Dropout(0.40),
Flatten(),
Dense(128, activation='relu'),
Dropout(0.3),
Dense(12, activation = 'softmax')]) #output layer have 12 neurons with softmax activation function

display the architecture of the model

In [17]:
model0.summary()

Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d (Conv2D)              (None, 126, 126, 32)      896       
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 63, 63, 32)        0         
_________________________________________________________________
dropout (Dropout)            (None, 63, 63, 32)        0         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 61, 61, 64)        18496     
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 30, 30, 64)        0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 30, 30, 64)        0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 28, 28, 128)       73856     
_________________________________________________________________
dropout_2 (Dropout)          (None, 28, 28, 128)       0         
_________________________________________________________________
flatten (Flatten)            (None, 100352)            0         
_________________________________________________________________
dense (Dense)                (None, 128)               12845184  
_________________________________________________________________
dropout_3 (Dropout)          (None, 128)               0         
_________________________________________________________________
dense_1 (Dense)              (None, 12)                1548      
=================================================================
Total params: 12,939,980
Trainable params: 12,939,980
Non-trainable params: 0
_________________________________________________________________
In [18]:
#Saving the best model using model checkpoint callback
from keras.callbacks import ModelCheckpoint, EarlyStopping

checkpoint = tf.keras.callbacks.ModelCheckpoint('plant_classifier.h5', #where to save the model
                                                    save_best_only=True, 
                                                    monitor='val_accuracy', 
                                                    mode='max', 
                                                    verbose = 1)

early_stopping = EarlyStopping(monitor='val_loss', patience=10)
In [19]:
model0.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.001), 
              loss='categorical_crossentropy', 
              metrics= ['accuracy'])
batch_size = 32
epochs = 30

Fit Model

In [20]:
history = model0.fit(X_train, y_train ,batch_size=batch_size, epochs=epochs ,validation_data=(X_test, y_test),
           callbacks = [early_stopping,checkpoint],
                     verbose = 1)

Epoch 1/30
104/104 [==============================] - 47s 438ms/step - loss: 2.5862 - accuracy: 0.1164 - val_loss: 2.4130 - val_accuracy: 0.1782

Epoch 00001: val_accuracy improved from -inf to 0.17825, saving model to plant_classifier.h5
Epoch 2/30
104/104 [==============================] - 45s 435ms/step - loss: 2.3118 - accuracy: 0.1943 - val_loss: 1.9805 - val_accuracy: 0.3221

Epoch 00002: val_accuracy improved from 0.17825 to 0.32211, saving model to plant_classifier.h5
Epoch 3/30
104/104 [==============================] - 45s 437ms/step - loss: 1.7374 - accuracy: 0.4075 - val_loss: 1.5430 - val_accuracy: 0.4940

Epoch 00003: val_accuracy improved from 0.32211 to 0.49404, saving model to plant_classifier.h5
Epoch 4/30
104/104 [==============================] - 45s 430ms/step - loss: 1.3611 - accuracy: 0.5335 - val_loss: 1.2014 - val_accuracy: 0.6154

Epoch 00004: val_accuracy improved from 0.49404 to 0.61544, saving model to plant_classifier.h5
Epoch 5/30
104/104 [==============================] - 45s 437ms/step - loss: 1.1201 - accuracy: 0.6223 - val_loss: 1.1936 - val_accuracy: 0.6007

Epoch 00005: val_accuracy did not improve from 0.61544
Epoch 6/30
104/104 [==============================] - 45s 430ms/step - loss: 0.9660 - accuracy: 0.6695 - val_loss: 1.0815 - val_accuracy: 0.6330

Epoch 00006: val_accuracy improved from 0.61544 to 0.63298, saving model to plant_classifier.h5
Epoch 7/30
104/104 [==============================] - 46s 438ms/step - loss: 0.8152 - accuracy: 0.7158 - val_loss: 0.8538 - val_accuracy: 0.7060

Epoch 00007: val_accuracy improved from 0.63298 to 0.70596, saving model to plant_classifier.h5
Epoch 8/30
104/104 [==============================] - 45s 430ms/step - loss: 0.7192 - accuracy: 0.7453 - val_loss: 0.8476 - val_accuracy: 0.7095

Epoch 00008: val_accuracy improved from 0.70596 to 0.70947, saving model to plant_classifier.h5
Epoch 9/30
104/104 [==============================] - 45s 432ms/step - loss: 0.6103 - accuracy: 0.7952 - val_loss: 0.8091 - val_accuracy: 0.7418

Epoch 00009: val_accuracy improved from 0.70947 to 0.74175, saving model to plant_classifier.h5
Epoch 10/30
104/104 [==============================] - 48s 462ms/step - loss: 0.5218 - accuracy: 0.8135 - val_loss: 0.8065 - val_accuracy: 0.7446

Epoch 00010: val_accuracy improved from 0.74175 to 0.74456, saving model to plant_classifier.h5
Epoch 11/30
104/104 [==============================] - 45s 433ms/step - loss: 0.4355 - accuracy: 0.8493 - val_loss: 0.8131 - val_accuracy: 0.7579

Epoch 00011: val_accuracy improved from 0.74456 to 0.75789, saving model to plant_classifier.h5
Epoch 12/30
104/104 [==============================] - 45s 435ms/step - loss: 0.3682 - accuracy: 0.8662 - val_loss: 0.8652 - val_accuracy: 0.7446

Epoch 00012: val_accuracy did not improve from 0.75789
Epoch 13/30
104/104 [==============================] - 45s 430ms/step - loss: 0.3486 - accuracy: 0.8791 - val_loss: 0.8166 - val_accuracy: 0.7530

Epoch 00013: val_accuracy did not improve from 0.75789
Epoch 14/30
104/104 [==============================] - 45s 437ms/step - loss: 0.2880 - accuracy: 0.8941 - val_loss: 0.8500 - val_accuracy: 0.7488

Epoch 00014: val_accuracy did not improve from 0.75789
Epoch 15/30
104/104 [==============================] - 45s 431ms/step - loss: 0.2896 - accuracy: 0.8950 - val_loss: 0.9440 - val_accuracy: 0.7425

Epoch 00015: val_accuracy did not improve from 0.75789
Epoch 16/30
104/104 [==============================] - 45s 430ms/step - loss: 0.2449 - accuracy: 0.9191 - val_loss: 0.8730 - val_accuracy: 0.7670

Epoch 00016: val_accuracy improved from 0.75789 to 0.76702, saving model to plant_classifier.h5
Epoch 17/30
104/104 [==============================] - 46s 439ms/step - loss: 0.2198 - accuracy: 0.9215 - val_loss: 0.9817 - val_accuracy: 0.7439

Epoch 00017: val_accuracy did not improve from 0.76702
Epoch 18/30
104/104 [==============================] - 45s 435ms/step - loss: 0.2120 - accuracy: 0.9326 - val_loss: 0.9835 - val_accuracy: 0.7333

Epoch 00018: val_accuracy did not improve from 0.76702
Epoch 19/30
104/104 [==============================] - 45s 437ms/step - loss: 0.1921 - accuracy: 0.9275 - val_loss: 0.9636 - val_accuracy: 0.7670

Epoch 00019: val_accuracy did not improve from 0.76702
Epoch 20/30
104/104 [==============================] - 45s 430ms/step - loss: 0.1694 - accuracy: 0.9462 - val_loss: 0.9809 - val_accuracy: 0.7586

Epoch 00020: val_accuracy did not improve from 0.76702

Show Model accuracy and loss

In [21]:
plt.plot(history.history['accuracy'])
plt.plot(history.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'val'], loc='upper left')
plt.show()
In [22]:
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'val'], loc='upper left')
plt.show()

Evaluate Model

In [23]:
loss, acc = model0.evaluate(X_test,y_test)
loss1, acc1 = model0.evaluate(X_train,y_train)
print('Test loss:', loss,'   Test accuracy:', acc)
print('Train loss:', loss1,'   Train accuracy:',acc1)

45/45 [==============================] - 4s 87ms/step - loss: 0.9809 - accuracy: 0.7586
104/104 [==============================] - 10s 94ms/step - loss: 0.0332 - accuracy: 0.9940
Test loss: 0.9808851480484009    Test accuracy: 0.7585964798927307
Train loss: 0.033185914158821106    Train accuracy: 0.9939849376678467

Predict train model

In [24]:
predictions = model0.predict(X_test)
In [25]:
def plot_image(i, predictions_array, true_label, img):
  true_label, img = np.argmax(true_label[i]), img[i]
  plt.grid(False)
  plt.xticks([])
  plt.yticks([])

  plt.imshow(img, cmap=plt.cm.binary)

  predicted_label = np.argmax(predictions_array)
  if predicted_label == true_label:
    color = 'blue'
  else:
    color = 'red'

  plt.xlabel("{} {:2.0f}% \n({})".format(np.array(df.Name)[predicted_label],
                                100*np.max(predictions_array),
                                np.array(df.Name)[true_label]),
                                color=color)

Show sample image of Train Prediction

In [26]:
fig=plt.figure(figsize=(16, 20))
rows, cols = 3,4
for i in range(0, cols*rows):
    fig.add_subplot(rows, cols, i+1)
    plot_image(i, predictions[i], y_test, X_test)
    plt.subplots_adjust(hspace=-0.5)
plt.show()

Predict Test Data¶

In [27]:
test_images_path = '/kaggle/input/plant-seedlings-classification/test/*.png'
test_images = glob(test_images_path)
test_images_arr = []
test_files = []

for img in test_images:
    test_images_arr.append(cv2.resize(cv2.imread(img), (128, 128)))
    test_files.append(img.split('/')[-1])

test_X = np.asarray(test_images_arr)
In [28]:
predictions = model0.predict(test_X)
preds = np.argmax(predictions, axis=1)
pred_str = np.array(df.Name)[preds]
final_predictions = {'file':test_files, 'species':pred_str}
final_predictions = pd.DataFrame(final_predictions)
final_predictions
Out[28]:
file species
0 fd87b36ae.png Loose Silky-bent
1 0e8492cb1.png Scentless Mayweed
2 8d6acbe9b.png Common Chickweed
3 54b3afd58.png Cleavers
4 6049234e6.png Loose Silky-bent
... ... ...
789 4c7838de4.png Common Chickweed
790 fda39e16f.png Loose Silky-bent
791 da4ed3a28.png Charlock
792 a83820a2c.png Sugar beet
793 e4a76885b.png Maize

794 rows × 2 columns

In [29]:
final_predictions.to_csv("Plant-Seedlings-Classification.csv", index=False)

Show sample result image of Test prediction

In [30]:
fig=plt.figure(figsize=(16, 20))
rows, cols = 3,4
for i in range(0, cols*rows):
    fig.add_subplot(rows, cols, i+1)
    plt.title(final_predictions.species[i])
    plt.imshow(test_X[i])
    plt.axis('off')
    plt.subplots_adjust(hspace= - 0.5)
    
plt.show()